Feature-based Attribution

Feature-Based Attribution is a malware attribution method that identifies the source or family of malicious software by analyzing specific technical or behavioral characteristics extracted from the code, thereby distinguishing it from other attribution approaches that rely on circumstantial or contextual evidence.

Publications

3.3K

Citations

192

Authors

Institutions

Publications per year

2017–2026

Parents

Malware Attribution

Publications

Captum: A unified and generic model interpretability library for PyTorch

Narine Kokhlikyan, Vivek Miglani, Miguel Vargas Martín et al. · arXiv (Cornell University) · 2020 · 643 citations · Full text

Computing, Computer Science, Visualization +16

On the Tractability of SHAP Explanations

Guy Van den Broeck, Anton Lykov, Maximilian Schleich et al. · Journal of Artificial Intelligence Research · 2022 · 437 citations · Full text

Computing, Computer Science, Artificial Intelligence +12

Algorithms to estimate Shapley value feature attributions

Hugh Chen, Ian Covert, Scott Lundberg et al. · Nature Machine Intelligence · 2023 · 416 citations

Computing, Computer Science, Algorithms +5

Shapley value: from cooperative game to explainable artificial intelligence

Meng Li, Hengyang Sun, Yanjun Huang et al. · Autonomous Intelligent Systems · 2024 · 167 citations · Full text

Computing, Computer Science, Algorithms +15

Machine Learning for Data Center Optimizations: Feature Selection Using Shapley Additive exPlanation (SHAP)

Yibrah Gebreyesus, Damian Dalton, Sebastian Nixon et al. · Future Internet · 2023 · 119 citations · Full text

Computing, Operations Management, Feature Engineering +16

1–5 of 48

Authors

192

SL
Su‐In Lee
University of Washington, United States
5 publications · 556 citations
5
h-index
SL
Scott Lundberg
University of Washington, United States
4 publications · 531 citations
4
h-index
HC
Hugh Chen
University of Washington, United States
3 publications · 474 citations
3
h-index
JD
Joseph D. Janizek
University of Washington, United States
3 publications · 119 citations
3
h-index
GV
Guy Van den Broeck
KU Leuven, Belgium
2 publications · 475 citations
2
h-index

1–5 of 192

Institutions

1–8 of 85

Venues

arXiv (Cornell University)
Repository · 12 publications · 1K citations
12
h-index
Findings of the Association for Computational Linguistics: ACL 2022
Conference · 2 publications · 48 citations
2
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 2 publications · 124 citations
2
h-index
Journal of Hydrology
1 publications · 15 citations
1
h-index
Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
Conference · 1 publications · 46 citations
1
h-index

1–5